Scraping Airbnb: Listings, Prices, and Availability Data

Scraping Airbnb: Listings, Prices, and Availability Data Airbnb data is gold for real estate investors, travel startups, and market researchers. In this guide, I'll show you how to extract listings, prices, and availability data from Airbnb using Python. Why Scrape Airbnb? Market research : Compare pricing across neighborhoods Investment analysis : Track occupancy rates and revenue potential Travel apps : Build price comparison tools Academic research : Study short-term rental market trends Setting Up Your Environment pip install requests beautifulsoup4 pandas Basic Scraper Structure import requests from bs4 import BeautifulSoup import json import time class AirbnbScraper : def __init__ ( self , api_key = None ): self . session = requests . Session () self . api_key = api_key self . base_url = " https://www.airbnb.com " def get_page ( self , url ): """ Fetch page with optional proxy rotation. """ if self . api_key : # Use ScraperAPI for reliable scraping proxy_url = f " http://api.scra